Overview
Brought to you by YData
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 600 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 142.5 KiB |
| Average record size in memory | 243.2 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 15 |
Account_Balance is highly overall correlated with Spending_Rate | High correlation |
Age is highly overall correlated with Customer_ID | High correlation |
Customer_ID is highly overall correlated with Age and 11 other fields | High correlation |
Debt_Payments is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Debt_Ratio is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Essential_Spending is highly overall correlated with Customer_ID and 2 other fields | High correlation |
Gender is highly overall correlated with Customer_ID | High correlation |
Income is highly overall correlated with Customer_ID and 2 other fields | High correlation |
Investment_Rate is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Investments_Amount is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Non_Essential_Spending is highly overall correlated with Spending_Volatility | High correlation |
Savings_Amount is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Savings_Rate is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Spending_Rate is highly overall correlated with Account_Balance | High correlation |
Spending_Volatility is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Total_Spending is highly overall correlated with Customer_ID and 2 other fields | High correlation |
Customer_ID is uniformly distributed | Uniform |
Gender is uniformly distributed | Uniform |
Savings_Amount has 344 (57.3%) zeros | Zeros |
Investments_Amount has 284 (47.3%) zeros | Zeros |
Debt_Payments has 180 (30.0%) zeros | Zeros |
Savings_Rate has 344 (57.3%) zeros | Zeros |
Investment_Rate has 284 (47.3%) zeros | Zeros |
Debt_Ratio has 180 (30.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-27 01:11:02.635463 |
|---|---|
| Analysis finished | 2025-07-27 01:11:27.529290 |
| Duration | 24.89 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Customer_ID
Categorical
High correlation Uniform
| Distinct | 50 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.2 KiB |
| CUST1001 | 12 |
|---|---|
| CUST1040 | 12 |
| CUST1022 | 12 |
| CUST1028 | 12 |
| CUST1017 | 12 |
| Other values (45) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CUST1001 |
|---|---|
| 2nd row | CUST1001 |
| 3rd row | CUST1001 |
| 4th row | CUST1001 |
| 5th row | CUST1001 |
Common Values
| Value | Count | Frequency (%) |
| CUST1001 | 12 | 2.0% |
| CUST1040 | 12 | 2.0% |
| CUST1022 | 12 | 2.0% |
| CUST1028 | 12 | 2.0% |
| CUST1017 | 12 | 2.0% |
| CUST1018 | 12 | 2.0% |
| CUST1041 | 12 | 2.0% |
| CUST1014 | 12 | 2.0% |
| CUST1009 | 12 | 2.0% |
| CUST1011 | 12 | 2.0% |
| Other values (40) | 480 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| cust1001 | 12 | 2.0% |
| cust1040 | 12 | 2.0% |
| cust1022 | 12 | 2.0% |
| cust1028 | 12 | 2.0% |
| cust1017 | 12 | 2.0% |
| cust1018 | 12 | 2.0% |
| cust1041 | 12 | 2.0% |
| cust1014 | 12 | 2.0% |
| cust1009 | 12 | 2.0% |
| cust1011 | 12 | 2.0% |
| Other values (40) | 480 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 780 | |
| 0 | 780 | |
| U | 600 | |
| C | 600 | |
| T | 600 | |
| S | 600 | |
| 4 | 180 | 3.8% |
| 2 | 180 | 3.8% |
| 3 | 180 | 3.8% |
| 8 | 60 | 1.2% |
| Other values (4) | 240 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 780 | |
| 0 | 780 | |
| U | 600 | |
| C | 600 | |
| T | 600 | |
| S | 600 | |
| 4 | 180 | 3.8% |
| 2 | 180 | 3.8% |
| 3 | 180 | 3.8% |
| 8 | 60 | 1.2% |
| Other values (4) | 240 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 780 | |
| 0 | 780 | |
| U | 600 | |
| C | 600 | |
| T | 600 | |
| S | 600 | |
| 4 | 180 | 3.8% |
| 2 | 180 | 3.8% |
| 3 | 180 | 3.8% |
| 8 | 60 | 1.2% |
| Other values (4) | 240 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 780 | |
| 0 | 780 | |
| U | 600 | |
| C | 600 | |
| T | 600 | |
| S | 600 | |
| 4 | 180 | 3.8% |
| 2 | 180 | 3.8% |
| 3 | 180 | 3.8% |
| 8 | 60 | 1.2% |
| Other values (4) | 240 | 5.0% |
Month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3.75 |
| median | 6.5 |
| Q3 | 9.25 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 3.4549328 |
|---|---|
| Coefficient of variation (CV) | 0.53152813 |
| Kurtosis | -1.2169172 |
| Mean | 6.5 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0 |
| Sum | 3900 |
| Variance | 11.936561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 50 | |
| 2 | 50 | |
| 3 | 50 | |
| 4 | 50 | |
| 5 | 50 | |
| 6 | 50 | |
| 7 | 50 | |
| 8 | 50 | |
| 9 | 50 | |
| 10 | 50 | |
| Other values (2) | 100 |
| Value | Count | Frequency (%) |
| 1 | 50 | |
| 2 | 50 | |
| 3 | 50 | |
| 4 | 50 | |
| 5 | 50 | |
| 6 | 50 | |
| 7 | 50 | |
| 8 | 50 | |
| 9 | 50 | |
| 10 | 50 |
| Value | Count | Frequency (%) |
| 12 | 50 | |
| 11 | 50 | |
| 10 | 50 | |
| 9 | 50 | |
| 8 | 50 | |
| 7 | 50 | |
| 6 | 50 | |
| 5 | 50 | |
| 4 | 50 | |
| 3 | 50 |
Age
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.14 |
| Minimum | 23 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 35 |
| median | 41 |
| Q3 | 52 |
| 95-th percentile | 59 |
| Maximum | 59 |
| Range | 36 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 10.591854 |
|---|---|
| Coefficient of variation (CV) | 0.25134918 |
| Kurtosis | -0.98637138 |
| Mean | 42.14 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.0055677092 |
| Sum | 25284 |
| Variance | 112.18738 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 41 | 60 | 10.0% |
| 38 | 36 | 6.0% |
| 57 | 36 | 6.0% |
| 59 | 36 | 6.0% |
| 34 | 36 | 6.0% |
| 35 | 24 | 4.0% |
| 47 | 24 | 4.0% |
| 54 | 24 | 4.0% |
| 56 | 24 | 4.0% |
| 42 | 24 | 4.0% |
| Other values (19) | 276 |
| Value | Count | Frequency (%) |
| 23 | 24 | |
| 24 | 12 | 2.0% |
| 25 | 12 | 2.0% |
| 27 | 24 | |
| 28 | 12 | 2.0% |
| 30 | 12 | 2.0% |
| 32 | 12 | 2.0% |
| 34 | 36 | |
| 35 | 24 | |
| 36 | 24 |
| Value | Count | Frequency (%) |
| 59 | 36 | |
| 58 | 12 | 2.0% |
| 57 | 36 | |
| 56 | 24 | |
| 54 | 24 | |
| 53 | 12 | 2.0% |
| 52 | 12 | 2.0% |
| 51 | 12 | 2.0% |
| 48 | 24 | |
| 47 | 24 |
Gender
Categorical
High correlation Uniform
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.5 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 300 | |
| Female | 300 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 300 | |
| female | 300 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 900 | |
| a | 600 | |
| l | 600 | |
| M | 300 | 10.0% |
| F | 300 | 10.0% |
| m | 300 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 900 | |
| a | 600 | |
| l | 600 | |
| M | 300 | 10.0% |
| F | 300 | 10.0% |
| m | 300 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 900 | |
| a | 600 | |
| l | 600 | |
| M | 300 | 10.0% |
| F | 300 | 10.0% |
| m | 300 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 900 | |
| a | 600 | |
| l | 600 | |
| M | 300 | 10.0% |
| F | 300 | 10.0% |
| m | 300 | 10.0% |
Income
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16310.74 |
| Minimum | 6711 |
|---|---|
| Maximum | 28829 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 6711 |
|---|---|
| 5-th percentile | 7998 |
| Q1 | 11637 |
| median | 14939.5 |
| Q3 | 21071 |
| 95-th percentile | 27658 |
| Maximum | 28829 |
| Range | 22118 |
| Interquartile range (IQR) | 9434 |
Descriptive statistics
| Standard deviation | 5965.8444 |
|---|---|
| Coefficient of variation (CV) | 0.36576172 |
| Kurtosis | -0.70414704 |
| Mean | 16310.74 |
| Median Absolute Deviation (MAD) | 3830 |
| Skewness | 0.48532317 |
| Sum | 9786444 |
| Variance | 35591299 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11337 | 12 | 2.0% |
| 10700 | 12 | 2.0% |
| 13234 | 12 | 2.0% |
| 15000 | 12 | 2.0% |
| 17000 | 12 | 2.0% |
| 19395 | 12 | 2.0% |
| 16081 | 12 | 2.0% |
| 17600 | 12 | 2.0% |
| 13726 | 12 | 2.0% |
| 14330 | 12 | 2.0% |
| Other values (40) | 480 |
| Value | Count | Frequency (%) |
| 6711 | 12 | |
| 6895 | 12 | |
| 7998 | 12 | |
| 8068 | 12 | |
| 8305 | 12 | |
| 9645 | 12 | |
| 10343 | 12 | |
| 10700 | 12 | |
| 10727 | 12 | |
| 11012 | 12 |
| Value | Count | Frequency (%) |
| 28829 | 12 | |
| 28019 | 12 | |
| 27658 | 12 | |
| 27171 | 12 | |
| 26474 | 12 | |
| 25794 | 12 | |
| 23929 | 12 | |
| 23827 | 12 | |
| 23734 | 12 | |
| 21998 | 12 |
Total_Spending
Real number (ℝ)
High correlation
| Distinct | 581 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14128.112 |
| Minimum | 3765.35 |
|---|---|
| Maximum | 28790.15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 3765.35 |
|---|---|
| 5-th percentile | 6021.213 |
| Q1 | 9881.205 |
| median | 13428.51 |
| Q3 | 18555.615 |
| 95-th percentile | 25248.571 |
| Maximum | 28790.15 |
| Range | 25024.8 |
| Interquartile range (IQR) | 8674.41 |
Descriptive statistics
| Standard deviation | 5841.684 |
|---|---|
| Coefficient of variation (CV) | 0.41347945 |
| Kurtosis | -0.40512078 |
| Mean | 14128.112 |
| Median Absolute Deviation (MAD) | 3834.79 |
| Skewness | 0.53845798 |
| Sum | 8476867.3 |
| Variance | 34125272 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18637.41 | 3 | 0.5% |
| 18634.4 | 2 | 0.3% |
| 7900 | 2 | 0.3% |
| 28790.15 | 2 | 0.3% |
| 28157.15 | 2 | 0.3% |
| 15409 | 2 | 0.3% |
| 16000 | 2 | 0.3% |
| 19299.25 | 2 | 0.3% |
| 14600 | 2 | 0.3% |
| 15456.4 | 2 | 0.3% |
| Other values (571) | 579 |
| Value | Count | Frequency (%) |
| 3765.35 | 1 | |
| 3981.64 | 1 | |
| 4088.67 | 1 | |
| 4361.74 | 1 | |
| 4373.45 | 1 | |
| 4983.92 | 1 | |
| 4988.49 | 1 | |
| 5028.35 | 1 | |
| 5040.45 | 1 | |
| 5042.82 | 1 |
| Value | Count | Frequency (%) |
| 28790.15 | 2 | |
| 28780.15 | 1 | |
| 28697.89 | 1 | |
| 28697.15 | 1 | |
| 28490.15 | 1 | |
| 28447.15 | 1 | |
| 28440.15 | 1 | |
| 28233.15 | 1 | |
| 28157.15 | 2 | |
| 28124.15 | 1 |
Essential_Spending
Real number (ℝ)
High correlation
| Distinct | 60 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6227.5725 |
| Minimum | 1500 |
|---|---|
| Maximum | 11000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 1500 |
|---|---|
| 5-th percentile | 3000 |
| Q1 | 4500 |
| median | 5500 |
| Q3 | 7500 |
| 95-th percentile | 10508 |
| Maximum | 11000 |
| Range | 9500 |
| Interquartile range (IQR) | 3000 |
Descriptive statistics
| Standard deviation | 2308.639 |
|---|---|
| Coefficient of variation (CV) | 0.37071251 |
| Kurtosis | -0.57660493 |
| Mean | 6227.5725 |
| Median Absolute Deviation (MAD) | 1000 |
| Skewness | 0.48724465 |
| Sum | 3736543.5 |
| Variance | 5329814.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4500 | 72 | 12.0% |
| 5500 | 61 | 10.2% |
| 6500 | 48 | 8.0% |
| 10000 | 36 | 6.0% |
| 7500 | 25 | 4.2% |
| 4900 | 24 | 4.0% |
| 3500 | 24 | 4.0% |
| 6000 | 24 | 4.0% |
| 4800 | 24 | 4.0% |
| 7000 | 13 | 2.2% |
| Other values (50) | 249 |
| Value | Count | Frequency (%) |
| 1500 | 12 | |
| 2900 | 12 | |
| 3000 | 12 | |
| 3500 | 24 | |
| 3570 | 12 | |
| 3593.27 | 1 | 0.2% |
| 3646.93 | 1 | 0.2% |
| 4000 | 12 | |
| 4024.74 | 1 | 0.2% |
| 4084.31 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 11000 | 12 | 2.0% |
| 10950 | 12 | 2.0% |
| 10508 | 12 | 2.0% |
| 10456 | 1 | 0.2% |
| 10000 | 36 | |
| 9800 | 13 | 2.2% |
| 9500 | 1 | 0.2% |
| 9450 | 12 | 2.0% |
| 9000 | 12 | 2.0% |
| 8600 | 12 | 2.0% |
Non_Essential_Spending
Real number (ℝ)
High correlation
| Distinct | 547 |
|---|---|
| Distinct (%) | 91.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2698.3847 |
| Minimum | 371.34 |
|---|---|
| Maximum | 11600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 371.34 |
|---|---|
| 5-th percentile | 748.7735 |
| Q1 | 1478.645 |
| median | 2195 |
| Q3 | 3580.5025 |
| 95-th percentile | 6384.045 |
| Maximum | 11600 |
| Range | 11228.66 |
| Interquartile range (IQR) | 2101.8575 |
Descriptive statistics
| Standard deviation | 1794.9142 |
|---|---|
| Coefficient of variation (CV) | 0.66518099 |
| Kurtosis | 2.9104119 |
| Mean | 2698.3847 |
| Median Absolute Deviation (MAD) | 901.14 |
| Skewness | 1.5412559 |
| Sum | 1619030.8 |
| Variance | 3221717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1500 | 6 | 1.0% |
| 1567 | 6 | 1.0% |
| 1900 | 4 | 0.7% |
| 1728 | 3 | 0.5% |
| 2750 | 3 | 0.5% |
| 2500 | 3 | 0.5% |
| 5100 | 3 | 0.5% |
| 2800 | 3 | 0.5% |
| 4567 | 3 | 0.5% |
| 1200 | 3 | 0.5% |
| Other values (537) | 563 |
| Value | Count | Frequency (%) |
| 371.34 | 1 | |
| 469.52 | 1 | |
| 470.6 | 1 | |
| 478.9 | 1 | |
| 500 | 2 | |
| 527.69 | 1 | |
| 528.35 | 1 | |
| 540.45 | 1 | |
| 574.08 | 1 | |
| 583.92 | 1 |
| Value | Count | Frequency (%) |
| 11600 | 1 | |
| 11500 | 1 | |
| 9600 | 1 | |
| 9170 | 1 | |
| 9100 | 2 | |
| 8300 | 2 | |
| 8150 | 1 | |
| 8000 | 1 | |
| 7950 | 1 | |
| 7890.19 | 1 |
Savings_Amount
Real number (ℝ)
High correlation Zeros
| Distinct | 39 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1167.9336 |
| Minimum | 0 |
|---|---|
| Maximum | 8151.3 |
| Zeros | 344 |
| Zeros (%) | 57.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1646.1 |
| 95-th percentile | 6321.3 |
| Maximum | 8151.3 |
| Range | 8151.3 |
| Interquartile range (IQR) | 1646.1 |
Descriptive statistics
| Standard deviation | 1931.3259 |
|---|---|
| Coefficient of variation (CV) | 1.6536265 |
| Kurtosis | 3.345798 |
| Mean | 1167.9336 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9771297 |
| Sum | 700760.14 |
| Variance | 3730019.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 3210 | 12 | 2.0% |
| 566.85 | 12 | 2.0% |
| 6321.3 | 12 | 2.0% |
| 1099.9 | 12 | 2.0% |
| 5280 | 12 | 2.0% |
| 1700 | 12 | 2.0% |
| 1199.7 | 12 | 2.0% |
| 1646.1 | 12 | 2.0% |
| 3499.2 | 12 | 2.0% |
| Other values (29) | 148 |
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 344.75 | 6 | 1.0% |
| 415.25 | 1 | 0.2% |
| 473.82 | 1 | 0.2% |
| 566.85 | 12 | 2.0% |
| 625.55 | 9 | 1.5% |
| 771.38 | 1 | 0.2% |
| 771.8 | 6 | 1.0% |
| 800 | 3 | 0.5% |
| 830.5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 8151.3 | 12 | |
| 6517.8 | 12 | |
| 6321.3 | 12 | |
| 5280 | 12 | |
| 4351.64 | 1 | 0.2% |
| 3989.8 | 12 | |
| 3499.2 | 12 | |
| 3210 | 12 | |
| 3162.05 | 1 | 0.2% |
| 2966.64 | 1 | 0.2% |
Investments_Amount
Real number (ℝ)
High correlation Zeros
| Distinct | 37 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1746.0659 |
| Minimum | 0 |
|---|---|
| Maximum | 8648.7 |
| Zeros | 284 |
| Zeros (%) | 47.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 588.95 |
| Q3 | 2379.795 |
| 95-th percentile | 7148.1 |
| Maximum | 8648.7 |
| Range | 8648.7 |
| Interquartile range (IQR) | 2379.795 |
Descriptive statistics
| Standard deviation | 2354.7778 |
|---|---|
| Coefficient of variation (CV) | 1.3486191 |
| Kurtosis | 1.496943 |
| Mean | 1746.0659 |
| Median Absolute Deviation (MAD) | 588.95 |
| Skewness | 1.5120343 |
| Sum | 1047639.5 |
| Variance | 5544978.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 0 | 284 | |
| 1700.55 | 12 | 2.0% |
| 7120.2 | 12 | 2.0% |
| 2909.25 | 12 | 2.0% |
| 850 | 12 | 2.0% |
| 7148.1 | 12 | 2.0% |
| 1651.8 | 12 | 2.0% |
| 2145.4 | 12 | 2.0% |
| 8648.7 | 12 | 2.0% |
| 588.95 | 12 | 2.0% |
| Other values (27) | 208 |
| Value | Count | Frequency (%) |
| 0 | 284 | |
| 254.67 | 1 | 0.2% |
| 344.75 | 6 | 1.0% |
| 588.95 | 12 | 2.0% |
| 731.36 | 1 | 0.2% |
| 850 | 12 | 2.0% |
| 930.34 | 1 | 0.2% |
| 982.46 | 1 | 0.2% |
| 1112.35 | 1 | 0.2% |
| 1251.1 | 8 | 1.3% |
| Value | Count | Frequency (%) |
| 8648.7 | 12 | |
| 8405.7 | 12 | |
| 7148.1 | 12 | |
| 7120.2 | 12 | |
| 6599.4 | 12 | |
| 4785.8 | 12 | |
| 4255.5 | 12 | |
| 3734.4 | 12 | |
| 3532 | 8 | |
| 3087.2 | 9 |
Debt_Payments
Real number (ℝ)
High correlation Zeros
| Distinct | 45 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2288.1547 |
| Minimum | 0 |
|---|---|
| Maximum | 10987 |
| Zeros | 180 |
| Zeros (%) | 30.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1300 |
| Q3 | 2500 |
| 95-th percentile | 9000 |
| Maximum | 10987 |
| Range | 10987 |
| Interquartile range (IQR) | 2500 |
Descriptive statistics
| Standard deviation | 2904.9564 |
|---|---|
| Coefficient of variation (CV) | 1.2695629 |
| Kurtosis | 1.4880868 |
| Mean | 2288.1547 |
| Median Absolute Deviation (MAD) | 1300 |
| Skewness | 1.5876288 |
| Sum | 1372892.8 |
| Variance | 8438771.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 0 | 180 | |
| 1200 | 60 | 10.0% |
| 2300 | 36 | 6.0% |
| 1800 | 31 | 5.2% |
| 900 | 24 | 4.0% |
| 9000 | 24 | 4.0% |
| 1300 | 24 | 4.0% |
| 1500 | 24 | 4.0% |
| 5000 | 24 | 4.0% |
| 3000 | 17 | 2.8% |
| Other values (35) | 156 |
| Value | Count | Frequency (%) |
| 0 | 180 | |
| 2.98 | 1 | 0.2% |
| 8.18 | 1 | 0.2% |
| 11.73 | 1 | 0.2% |
| 21.55 | 1 | 0.2% |
| 25.16 | 1 | 0.2% |
| 57.32 | 1 | 0.2% |
| 77.39 | 1 | 0.2% |
| 108.48 | 1 | 0.2% |
| 131.38 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 10987 | 12 | |
| 10000 | 12 | |
| 9000 | 24 | |
| 7650 | 12 | |
| 7300 | 12 | |
| 7000 | 12 | |
| 5000 | 24 | |
| 3500 | 12 | |
| 3200 | 12 | |
| 3000 | 17 |
Account_Balance
Real number (ℝ)
High correlation
| Distinct | 578 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2182.6279 |
| Minimum | -1.7 |
|---|---|
| Maximum | 16884.26 |
| Zeros | 2 |
| Zeros (%) | 0.3% |
| Negative | 1 |
| Negative (%) | 0.2% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | -1.7 |
|---|---|
| 5-th percentile | 38.85 |
| Q1 | 543.095 |
| median | 1546.7 |
| Q3 | 2853.775 |
| 95-th percentile | 6079.7365 |
| Maximum | 16884.26 |
| Range | 16885.96 |
| Interquartile range (IQR) | 2310.68 |
Descriptive statistics
| Standard deviation | 2497.263 |
|---|---|
| Coefficient of variation (CV) | 1.1441543 |
| Kurtosis | 10.241779 |
| Mean | 2182.6279 |
| Median Absolute Deviation (MAD) | 1119.705 |
| Skewness | 2.7185604 |
| Sum | 1309576.7 |
| Variance | 6236322.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 757.59 | 3 | 0.5% |
| 27 | 2 | 0.3% |
| 13 | 2 | 0.3% |
| 95.75 | 2 | 0.3% |
| 599.6 | 2 | 0.3% |
| 0 | 2 | 0.3% |
| 671.85 | 2 | 0.3% |
| 38.85 | 2 | 0.3% |
| 94.75 | 2 | 0.3% |
| 44.75 | 2 | 0.3% |
| Other values (568) | 579 |
| Value | Count | Frequency (%) |
| -1.7 | 1 | |
| 0 | 2 | |
| 0.25 | 1 | |
| 1.7 | 1 | |
| 4.7 | 1 | |
| 7 | 2 | |
| 7.75 | 1 | |
| 8 | 1 | |
| 8.2 | 2 | |
| 10.57 | 1 |
| Value | Count | Frequency (%) |
| 16884.26 | 1 | |
| 16525.3 | 1 | |
| 16149.76 | 1 | |
| 16005.68 | 1 | |
| 14463.17 | 1 | |
| 14264.01 | 1 | |
| 13833.95 | 1 | |
| 13567.12 | 1 | |
| 12660.75 | 1 | |
| 11592.94 | 1 |
Savings_Rate
Real number (ℝ)
High correlation Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.070470179 |
| Minimum | 0 |
|---|---|
| Maximum | 0.32882273 |
| Zeros | 344 |
| Zeros (%) | 57.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.1 |
| 95-th percentile | 0.3 |
| Maximum | 0.32882273 |
| Range | 0.32882273 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.10413898 |
|---|---|
| Coefficient of variation (CV) | 1.4777737 |
| Kurtosis | 0.22224778 |
| Mean | 0.070470179 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2924276 |
| Sum | 42.282107 |
| Variance | 0.010844926 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 0.3 | 72 | 12.0% |
| 0.05 | 47 | 7.8% |
| 0.1 | 34 | 5.7% |
| 0.15 | 29 | 4.8% |
| 0.2 | 25 | 4.2% |
| 0.05 | 15 | 2.5% |
| 0.1 | 12 | 2.0% |
| 0.2 | 8 | 1.3% |
| 0.04124774426 | 3 | 0.5% |
| Other values (11) | 11 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 0.03580323409 | 1 | 0.2% |
| 0.04124774426 | 3 | 0.5% |
| 0.05 | 15 | 2.5% |
| 0.05 | 47 | 7.8% |
| 0.05828774369 | 1 | 0.2% |
| 0.1 | 12 | 2.0% |
| 0.1 | 34 | 5.7% |
| 0.1153732809 | 1 | 0.2% |
| 0.1420265982 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.3288227293 | 1 | 0.2% |
| 0.3 | 72 | |
| 0.2389338069 | 1 | 0.2% |
| 0.224168052 | 1 | 0.2% |
| 0.2215210821 | 1 | 0.2% |
| 0.2135907511 | 1 | 0.2% |
| 0.2 | 25 | 4.2% |
| 0.2 | 8 | 1.3% |
| 0.1793886958 | 1 | 0.2% |
| 0.1504480883 | 1 | 0.2% |
Investment_Rate
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.093997409 |
| Minimum | 0 |
|---|---|
| Maximum | 0.3 |
| Zeros | 284 |
| Zeros (%) | 47.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.05 |
| Q3 | 0.1813998 |
| 95-th percentile | 0.3 |
| Maximum | 0.3 |
| Range | 0.3 |
| Interquartile range (IQR) | 0.1813998 |
Descriptive statistics
| Standard deviation | 0.10638135 |
|---|---|
| Coefficient of variation (CV) | 1.1317477 |
| Kurtosis | -0.87325753 |
| Mean | 0.093997409 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 0.69366827 |
| Sum | 56.398446 |
| Variance | 0.011316992 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 284 | |
| 0.15 | 84 | 14.0% |
| 0.2 | 68 | 11.3% |
| 0.3 | 48 | 8.0% |
| 0.05 | 30 | 5.0% |
| 0.1 | 24 | 4.0% |
| 0.3 | 24 | 4.0% |
| 0.1 | 20 | 3.3% |
| 0.2 | 9 | 1.5% |
| 0.1775736739 | 1 | 0.2% |
| Other values (8) | 8 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 284 | |
| 0.01924361493 | 1 | 0.2% |
| 0.05 | 30 | 5.0% |
| 0.05526371467 | 1 | 0.2% |
| 0.07029922926 | 1 | 0.2% |
| 0.0742375699 | 1 | 0.2% |
| 0.08405244068 | 1 | 0.2% |
| 0.1 | 20 | 3.3% |
| 0.1 | 24 | 4.0% |
| 0.1019706816 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.3 | 24 | 4.0% |
| 0.3 | 48 | |
| 0.2 | 68 | |
| 0.2 | 9 | 1.5% |
| 0.1928781925 | 1 | 0.2% |
| 0.1775736739 | 1 | 0.2% |
| 0.15 | 84 | |
| 0.1229265528 | 1 | 0.2% |
| 0.1019706816 | 1 | 0.2% |
| 0.1 | 24 | 4.0% |
Debt_Ratio
Real number (ℝ)
High correlation Zeros
| Distinct | 59 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12894565 |
| Minimum | 0 |
|---|---|
| Maximum | 0.55966669 |
| Zeros | 180 |
| Zeros (%) | 30.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.10276532 |
| Q3 | 0.1610973 |
| 95-th percentile | 0.42595177 |
| Maximum | 0.55966669 |
| Range | 0.55966669 |
| Interquartile range (IQR) | 0.1610973 |
Descriptive statistics
| Standard deviation | 0.13632679 |
|---|---|
| Coefficient of variation (CV) | 1.0572422 |
| Kurtosis | 0.87914465 |
| Mean | 0.12894565 |
| Median Absolute Deviation (MAD) | 0.10276532 |
| Skewness | 1.2100976 |
| Sum | 77.36739 |
| Variance | 0.018584993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 180 | |
| 0.08411214953 | 12 | 2.0% |
| 0.105848108 | 12 | 2.0% |
| 0.4294117647 | 12 | 2.0% |
| 0.1675652047 | 12 | 2.0% |
| 0.3489183531 | 12 | 2.0% |
| 0.1202889825 | 12 | 2.0% |
| 0.5596666874 | 12 | 2.0% |
| 0.154679041 | 12 | 2.0% |
| 0.1533333333 | 12 | 2.0% |
| Other values (49) | 312 |
| Value | Count | Frequency (%) |
| 0 | 180 | |
| 0.0002251775729 | 1 | 0.2% |
| 0.0006538246343 | 1 | 0.2% |
| 0.0008863533323 | 1 | 0.2% |
| 0.001722484214 | 1 | 0.2% |
| 0.001901163669 | 1 | 0.2% |
| 0.00458156822 | 1 | 0.2% |
| 0.006185756534 | 1 | 0.2% |
| 0.008670769723 | 1 | 0.2% |
| 0.009927459574 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.5596666874 | 12 | |
| 0.4294117647 | 12 | |
| 0.4259517717 | 12 | |
| 0.3588087549 | 12 | |
| 0.3509979353 | 12 | |
| 0.3489183531 | 12 | |
| 0.3468729404 | 12 | |
| 0.3212106071 | 12 | |
| 0.2644103649 | 12 | |
| 0.2122421258 | 12 |
Spending_Rate
Real number (ℝ)
High correlation
| Distinct | 581 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.86077412 |
| Minimum | 0.38081512 |
|---|---|
| Maximum | 1.0002126 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 0.38081512 |
|---|---|
| 5-th percentile | 0.57695503 |
| Q1 | 0.80315328 |
| median | 0.89877246 |
| Q3 | 0.96441249 |
| 95-th percentile | 0.99806411 |
| Maximum | 1.0002126 |
| Range | 0.61939743 |
| Interquartile range (IQR) | 0.16125921 |
Descriptive statistics
| Standard deviation | 0.13463487 |
|---|---|
| Coefficient of variation (CV) | 0.15641138 |
| Kurtosis | 1.6429377 |
| Mean | 0.86077412 |
| Median Absolute Deviation (MAD) | 0.075275997 |
| Skewness | -1.3882394 |
| Sum | 516.46447 |
| Variance | 0.018126548 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9609389018 | 3 | 0.5% |
| 0.9982508422 | 2 | 0.3% |
| 0.9950631606 | 2 | 0.3% |
| 0.9991103812 | 2 | 0.3% |
| 0.9766953415 | 2 | 0.3% |
| 1 | 2 | 0.3% |
| 0.962655705 | 2 | 0.3% |
| 0.9986523986 | 2 | 0.3% |
| 0.9932005741 | 2 | 0.3% |
| 0.9967886616 | 2 | 0.3% |
| Other values (571) | 579 |
| Value | Count | Frequency (%) |
| 0.3808151229 | 1 | |
| 0.3890861684 | 1 | |
| 0.389534312 | 1 | |
| 0.4025128353 | 1 | |
| 0.4160908236 | 1 | |
| 0.4196775609 | 1 | |
| 0.4213001663 | 1 | |
| 0.4272069779 | 1 | |
| 0.4275838093 | 1 | |
| 0.441261485 | 1 |
| Value | Count | Frequency (%) |
| 1.000212553 | 1 | |
| 1 | 2 | |
| 0.9999637418 | 1 | |
| 0.9999193204 | 1 | |
| 0.999622572 | 2 | |
| 0.9996004125 | 1 | |
| 0.9995731929 | 1 | |
| 0.9995333333 | 1 | |
| 0.9995253221 | 1 | |
| 0.9995033524 | 1 |
Spending_Volatility
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1125.7127 |
| Minimum | 265.55936 |
|---|---|
| Maximum | 3792.0142 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.8 KiB |
Quantile statistics
| Minimum | 265.55936 |
|---|---|
| 5-th percentile | 282.00732 |
| Q1 | 600.50211 |
| median | 930.99789 |
| Q3 | 1574.5077 |
| 95-th percentile | 2410.8254 |
| Maximum | 3792.0142 |
| Range | 3526.4549 |
| Interquartile range (IQR) | 974.00558 |
Descriptive statistics
| Standard deviation | 707.31326 |
|---|---|
| Coefficient of variation (CV) | 0.62832482 |
| Kurtosis | 2.270901 |
| Mean | 1125.7127 |
| Median Absolute Deviation (MAD) | 371.18799 |
| Skewness | 1.3120438 |
| Sum | 675427.65 |
| Variance | 500292.05 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 598.6192741 | 12 | 2.0% |
| 358.7609616 | 12 | 2.0% |
| 600.5021111 | 12 | 2.0% |
| 1463.164416 | 12 | 2.0% |
| 660.7151543 | 12 | 2.0% |
| 334.5802346 | 12 | 2.0% |
| 276.2397231 | 12 | 2.0% |
| 761.7411298 | 12 | 2.0% |
| 1778.260666 | 12 | 2.0% |
| 575.4370336 | 12 | 2.0% |
| Other values (40) | 480 |
| Value | Count | Frequency (%) |
| 265.5593551 | 12 | |
| 276.2397231 | 12 | |
| 282.0073177 | 12 | |
| 320.0065173 | 12 | |
| 334.5802346 | 12 | |
| 358.7609616 | 12 | |
| 440.4774961 | 12 | |
| 484.0725608 | 12 | |
| 544.1827541 | 12 | |
| 575.4370336 | 12 |
| Value | Count | Frequency (%) |
| 3792.014206 | 12 | |
| 2478.318015 | 12 | |
| 2410.82536 | 12 | |
| 2371.200345 | 12 | |
| 2170.406711 | 12 | |
| 1899.329536 | 12 | |
| 1799.330922 | 12 | |
| 1778.260666 | 12 | |
| 1756.175787 | 12 | |
| 1689.360972 | 12 |
Interactions
Correlations
| Account_Balance | Age | Customer_ID | Debt_Payments | Debt_Ratio | Essential_Spending | Gender | Income | Investment_Rate | Investments_Amount | Month | Non_Essential_Spending | Savings_Amount | Savings_Rate | Spending_Rate | Spending_Volatility | Total_Spending | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account_Balance | 1.000 | 0.182 | 0.449 | -0.215 | -0.259 | -0.083 | 0.215 | 0.111 | -0.028 | -0.024 | 0.069 | -0.119 | -0.139 | -0.147 | -0.941 | 0.473 | -0.210 |
| Age | 0.182 | 1.000 | 0.966 | -0.322 | -0.394 | 0.036 | 0.295 | 0.038 | 0.153 | 0.152 | 0.000 | 0.173 | -0.169 | -0.191 | -0.168 | 0.260 | -0.054 |
| Customer_ID | 0.449 | 0.966 | 1.000 | 0.957 | 0.953 | 0.941 | 0.959 | 0.966 | 0.800 | 0.941 | 0.000 | 0.319 | 0.868 | 0.744 | 0.363 | 0.964 | 0.687 |
| Debt_Payments | -0.215 | -0.322 | 0.957 | 1.000 | 0.947 | 0.121 | 0.342 | 0.354 | -0.094 | -0.082 | 0.006 | -0.053 | -0.054 | -0.083 | 0.309 | -0.168 | 0.403 |
| Debt_Ratio | -0.259 | -0.394 | 0.953 | 0.947 | 1.000 | -0.046 | 0.424 | 0.139 | -0.144 | -0.159 | 0.012 | -0.160 | -0.114 | -0.125 | 0.295 | -0.264 | 0.221 |
| Essential_Spending | -0.083 | 0.036 | 0.941 | 0.121 | -0.046 | 1.000 | 0.388 | 0.715 | 0.164 | 0.251 | 0.002 | 0.298 | 0.037 | -0.018 | 0.311 | 0.120 | 0.757 |
| Gender | 0.215 | 0.295 | 0.959 | 0.342 | 0.424 | 0.388 | 1.000 | 0.304 | 0.280 | 0.397 | 0.000 | 0.184 | 0.441 | 0.355 | 0.148 | 0.395 | 0.124 |
| Income | 0.111 | 0.038 | 0.966 | 0.354 | 0.139 | 0.715 | 0.304 | 1.000 | 0.292 | 0.387 | 0.000 | 0.455 | 0.108 | 0.036 | 0.181 | 0.368 | 0.915 |
| Investment_Rate | -0.028 | 0.153 | 0.800 | -0.094 | -0.144 | 0.164 | 0.280 | 0.292 | 1.000 | 0.978 | -0.000 | 0.110 | -0.076 | -0.112 | 0.124 | 0.087 | 0.328 |
| Investments_Amount | -0.024 | 0.152 | 0.941 | -0.082 | -0.159 | 0.251 | 0.397 | 0.387 | 0.978 | 1.000 | -0.001 | 0.148 | -0.011 | -0.054 | 0.148 | 0.128 | 0.417 |
| Month | 0.069 | 0.000 | 0.000 | 0.006 | 0.012 | 0.002 | 0.000 | 0.000 | -0.000 | -0.001 | 1.000 | -0.079 | -0.006 | -0.008 | -0.069 | 0.000 | -0.024 |
| Non_Essential_Spending | -0.119 | 0.173 | 0.319 | -0.053 | -0.160 | 0.298 | 0.184 | 0.455 | 0.110 | 0.148 | -0.079 | 1.000 | -0.142 | -0.173 | 0.274 | 0.594 | 0.477 |
| Savings_Amount | -0.139 | -0.169 | 0.868 | -0.054 | -0.114 | 0.037 | 0.441 | 0.108 | -0.076 | -0.011 | -0.006 | -0.142 | 1.000 | 0.991 | 0.160 | -0.248 | 0.172 |
| Savings_Rate | -0.147 | -0.191 | 0.744 | -0.083 | -0.125 | -0.018 | 0.355 | 0.036 | -0.112 | -0.054 | -0.008 | -0.173 | 0.991 | 1.000 | 0.145 | -0.269 | 0.106 |
| Spending_Rate | -0.941 | -0.168 | 0.363 | 0.309 | 0.295 | 0.311 | 0.148 | 0.181 | 0.124 | 0.148 | -0.069 | 0.274 | 0.160 | 0.145 | 1.000 | -0.340 | 0.491 |
| Spending_Volatility | 0.473 | 0.260 | 0.964 | -0.168 | -0.264 | 0.120 | 0.395 | 0.368 | 0.087 | 0.128 | 0.000 | 0.594 | -0.248 | -0.269 | -0.340 | 1.000 | 0.179 |
| Total_Spending | -0.210 | -0.054 | 0.687 | 0.403 | 0.221 | 0.757 | 0.124 | 0.915 | 0.328 | 0.417 | -0.024 | 0.477 | 0.172 | 0.106 | 0.491 | 0.179 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Customer_ID | Month | Age | Gender | Income | Total_Spending | Essential_Spending | Non_Essential_Spending | Savings_Amount | Investments_Amount | Debt_Payments | Account_Balance | Savings_Rate | Investment_Rate | Debt_Ratio | Spending_Rate | Spending_Volatility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CUST1001 | 1 | 23 | Male | 11337 | 10696.36 | 5500.00 | 1728.96 | 566.85 | 1700.55 | 1200.0 | 640.64 | 0.05 | 0.15 | 0.105848 | 0.943491 | 598.619274 |
| 1 | CUST1001 | 2 | 23 | Male | 11337 | 10357.91 | 5900.00 | 990.51 | 566.85 | 1700.55 | 1200.0 | 979.09 | 0.05 | 0.15 | 0.105848 | 0.913638 | 598.619274 |
| 2 | CUST1001 | 3 | 23 | Male | 11337 | 9593.21 | 5198.11 | 927.70 | 566.85 | 1700.55 | 1200.0 | 1743.79 | 0.05 | 0.15 | 0.105848 | 0.846186 | 598.619274 |
| 3 | CUST1001 | 4 | 23 | Male | 11337 | 10932.08 | 5964.68 | 1500.00 | 566.85 | 1700.55 | 1200.0 | 404.92 | 0.05 | 0.15 | 0.105848 | 0.964283 | 598.619274 |
| 4 | CUST1001 | 5 | 23 | Male | 11337 | 11251.97 | 5884.57 | 1900.00 | 566.85 | 1700.55 | 1200.0 | 85.03 | 0.05 | 0.15 | 0.105848 | 0.992500 | 598.619274 |
| 5 | CUST1001 | 6 | 23 | Male | 11337 | 10312.72 | 4226.41 | 2618.91 | 566.85 | 1700.55 | 1200.0 | 1024.28 | 0.05 | 0.15 | 0.105848 | 0.909652 | 598.619274 |
| 6 | CUST1001 | 7 | 23 | Male | 11337 | 10863.96 | 6668.31 | 728.25 | 566.85 | 1700.55 | 1200.0 | 473.04 | 0.05 | 0.15 | 0.105848 | 0.958275 | 598.619274 |
| 7 | CUST1001 | 8 | 23 | Male | 11337 | 10864.78 | 4879.91 | 2517.47 | 566.85 | 1700.55 | 1200.0 | 472.22 | 0.05 | 0.15 | 0.105848 | 0.958347 | 598.619274 |
| 8 | CUST1001 | 9 | 23 | Male | 11337 | 9786.98 | 4744.53 | 1575.05 | 566.85 | 1700.55 | 1200.0 | 1550.02 | 0.05 | 0.15 | 0.105848 | 0.863278 | 598.619274 |
| 9 | CUST1001 | 10 | 23 | Male | 11337 | 9904.94 | 3646.93 | 2790.61 | 566.85 | 1700.55 | 1200.0 | 1432.06 | 0.05 | 0.15 | 0.105848 | 0.873683 | 598.619274 |
| Customer_ID | Month | Age | Gender | Income | Total_Spending | Essential_Spending | Non_Essential_Spending | Savings_Amount | Investments_Amount | Debt_Payments | Account_Balance | Savings_Rate | Investment_Rate | Debt_Ratio | Spending_Rate | Spending_Volatility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 590 | CUST1048 | 3 | 59 | Female | 27171 | 27118.40 | 8550.0 | 6200.00 | 8151.3 | 2717.1 | 1500.0 | 52.60 | 0.3 | 0.1 | 0.055206 | 0.998064 | 1625.966066 |
| 591 | CUST1048 | 4 | 59 | Female | 27171 | 24340.59 | 8550.0 | 3422.19 | 8151.3 | 2717.1 | 1500.0 | 2830.41 | 0.3 | 0.1 | 0.055206 | 0.895830 | 1625.966066 |
| 592 | CUST1048 | 5 | 59 | Female | 27171 | 26262.70 | 8550.0 | 5344.30 | 8151.3 | 2717.1 | 1500.0 | 908.30 | 0.3 | 0.1 | 0.055206 | 0.966571 | 1625.966066 |
| 593 | CUST1048 | 6 | 59 | Female | 27171 | 24790.34 | 8550.0 | 3871.94 | 8151.3 | 2717.1 | 1500.0 | 2380.66 | 0.3 | 0.1 | 0.055206 | 0.912382 | 1625.966066 |
| 594 | CUST1048 | 7 | 59 | Female | 27171 | 22601.49 | 8550.0 | 1683.09 | 8151.3 | 2717.1 | 1500.0 | 4569.51 | 0.3 | 0.1 | 0.055206 | 0.831824 | 1625.966066 |
| 595 | CUST1048 | 8 | 59 | Female | 27171 | 25485.40 | 8550.0 | 4567.00 | 8151.3 | 2717.1 | 1500.0 | 1685.60 | 0.3 | 0.1 | 0.055206 | 0.937963 | 1625.966066 |
| 596 | CUST1048 | 9 | 59 | Female | 27171 | 24666.86 | 8550.0 | 3748.46 | 8151.3 | 2717.1 | 1500.0 | 2504.14 | 0.3 | 0.1 | 0.055206 | 0.907838 | 1625.966066 |
| 597 | CUST1048 | 10 | 59 | Female | 27171 | 26374.40 | 8550.0 | 5456.00 | 8151.3 | 2717.1 | 1500.0 | 796.60 | 0.3 | 0.1 | 0.055206 | 0.970682 | 1625.966066 |
| 598 | CUST1048 | 11 | 59 | Female | 27171 | 27118.40 | 8550.0 | 6200.00 | 8151.3 | 2717.1 | 1500.0 | 52.60 | 0.3 | 0.1 | 0.055206 | 0.998064 | 1625.966066 |
| 599 | CUST1048 | 12 | 59 | Female | 27171 | 24187.22 | 8550.0 | 3268.82 | 8151.3 | 2717.1 | 1500.0 | 2983.78 | 0.3 | 0.1 | 0.055206 | 0.890185 | 1625.966066 |